| Number of Variables | 28 |
|---|---|
| Number of Rows | 12980 |
| Missing Cells | 0 |
| Missing Cells (%) | 0.0% |
| Duplicate Rows | 0 |
| Duplicate Rows (%) | 0.0% |
| Total Size in Memory | 12.0 MB |
| Average Row Size in Memory | 973.0 B |
| Variable Types |
|
| Patient_Id is uniformly distributed | Uniform |
|---|---|
| Pat_Pain_Score is skewed | Skewed |
| ER_Visits is skewed | Skewed |
| Glucose is skewed | Skewed |
| Cost_Of_Initial_Stay is skewed | Skewed |
| Gender has constant length 1 | Constant Length |
| IP_Visits has constant length 1 | Constant Length |
| Readmit30 has constant length 1 | Constant Length |
| Pat_Pain_Score has 6282 (48.4%) zeros | Zeros |
| ER_Visits has 5035 (38.79%) zeros | Zeros |
numerical
| Approximate Distinct Count | 12980 |
|---|---|
| Approximate Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 207680 |
| Mean | 7904.5389 |
| Minimum | 1 |
| Maximum | 15821 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 1 |
|---|---|
| 5-th Percentile | 790.95 |
| Q1 | 3988.75 |
| Median | 7895.5 |
| Q3 | 11818.75 |
| 95-th Percentile | 15032.05 |
| Maximum | 15821 |
| Range | 15820 |
| IQR | 7830 |
| Mean | 7904.5389 |
|---|---|
| Standard Deviation | 4556.0195 |
| Variance | 2.0757e+07 |
| Sum | 1.026e+08 |
| Skewness | 0.0008815 |
| Kurtosis | -1.1907 |
| Coefficient of Variation | 0.5764 |
categorical
| Approximate Distinct Count | 2 |
|---|---|
| Approximate Unique (%) | 0.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 856680 |
| Mean | 1 |
|---|---|
| Standard Deviation | 0 |
| Median | 1 |
| Minimum | 1 |
| Maximum | 1 |
| 1st row | M |
|---|---|
| 2nd row | F |
| 3rd row | F |
| 4th row | M |
| 5th row | M |
| Count | 12980 |
|---|---|
| Lowercase Letter | 0 |
| Space Separator | 0 |
| Uppercase Letter | 12980 |
| Dash Punctuation | 0 |
| Decimal Number | 0 |
categorical
| Approximate Distinct Count | 2 |
|---|---|
| Approximate Unique (%) | 0.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 927727 |
| Mean | 6.4736 |
|---|---|
| Standard Deviation | 0.4993 |
| Median | 6 |
| Minimum | 6 |
| Maximum | 7 |
| 1st row | Married |
|---|---|
| 2nd row | Married |
| 3rd row | Married |
| 4th row | Married |
| 5th row | Married |
| Count | 84027 |
|---|---|
| Lowercase Letter | 71047 |
| Space Separator | 0 |
| Uppercase Letter | 12980 |
| Dash Punctuation | 0 |
| Decimal Number | 0 |
categorical
| Approximate Distinct Count | 3 |
|---|---|
| Approximate Unique (%) | 0.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 951216 |
| Mean | 8.2832 |
|---|---|
| Standard Deviation | 0.6973 |
| Median | 8 |
| Minimum | 8 |
| Maximum | 10 |
| 1st row | Medicare |
|---|---|
| 2nd row | Medicare |
| 3rd row | Medicare |
| 4th row | Medicare |
| 5th row | Medicare |
| Count | 107516 |
|---|---|
| Lowercase Letter | 94536 |
| Space Separator | 0 |
| Uppercase Letter | 12980 |
| Dash Punctuation | 0 |
| Decimal Number | 0 |
categorical
| Approximate Distinct Count | 5 |
|---|---|
| Approximate Unique (%) | 0.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 898422 |
| Mean | 4.2159 |
|---|---|
| Standard Deviation | 0.7657 |
| Median | 4 |
| Minimum | 3 |
| Maximum | 9 |
| 1st row | Never |
|---|---|
| 2nd row | Quit |
| 3rd row | Yes |
| 4th row | Quit |
| 5th row | Never |
| Count | 54639 |
|---|---|
| Lowercase Letter | 41576 |
| Space Separator | 83 |
| Uppercase Letter | 13063 |
| Dash Punctuation | 0 |
| Decimal Number | 0 |
categorical
| Approximate Distinct Count | 2 |
|---|---|
| Approximate Unique (%) | 0.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 870416 |
| Mean | 2.0582 |
|---|---|
| Standard Deviation | 0.2342 |
| Median | 2 |
| Minimum | 2 |
| Maximum | 3 |
| 1st row | No |
|---|---|
| 2nd row | Yes |
| 3rd row | No |
| 4th row | Yes |
| 5th row | No |
| Count | 26716 |
|---|---|
| Lowercase Letter | 13736 |
| Space Separator | 0 |
| Uppercase Letter | 12980 |
| Dash Punctuation | 0 |
| Decimal Number | 0 |
categorical
| Approximate Distinct Count | 2 |
|---|---|
| Approximate Unique (%) | 0.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 870274 |
| Mean | 2.0473 |
|---|---|
| Standard Deviation | 0.2123 |
| Median | 2 |
| Minimum | 2 |
| Maximum | 3 |
| 1st row | No |
|---|---|
| 2nd row | No |
| 3rd row | Yes |
| 4th row | No |
| 5th row | No |
| Count | 26574 |
|---|---|
| Lowercase Letter | 13594 |
| Space Separator | 0 |
| Uppercase Letter | 12980 |
| Dash Punctuation | 0 |
| Decimal Number | 0 |
categorical
| Approximate Distinct Count | 2 |
|---|---|
| Approximate Unique (%) | 0.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 870146 |
| Mean | 2.0374 |
|---|---|
| Standard Deviation | 0.1899 |
| Median | 2 |
| Minimum | 2 |
| Maximum | 3 |
| 1st row | No |
|---|---|
| 2nd row | No |
| 3rd row | Yes |
| 4th row | No |
| 5th row | No |
| Count | 26446 |
|---|---|
| Lowercase Letter | 13466 |
| Space Separator | 0 |
| Uppercase Letter | 12980 |
| Dash Punctuation | 0 |
| Decimal Number | 0 |
categorical
| Approximate Distinct Count | 2 |
|---|---|
| Approximate Unique (%) | 0.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 869816 |
| Mean | 2.012 |
|---|---|
| Standard Deviation | 0.109 |
| Median | 2 |
| Minimum | 2 |
| Maximum | 3 |
| 1st row | No |
|---|---|
| 2nd row | Yes |
| 3rd row | No |
| 4th row | No |
| 5th row | No |
| Count | 26116 |
|---|---|
| Lowercase Letter | 13136 |
| Space Separator | 0 |
| Uppercase Letter | 12980 |
| Dash Punctuation | 0 |
| Decimal Number | 0 |
categorical
| Approximate Distinct Count | 2 |
|---|---|
| Approximate Unique (%) | 0.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 869848 |
| Mean | 2.0145 |
|---|---|
| Standard Deviation | 0.1195 |
| Median | 2 |
| Minimum | 2 |
| Maximum | 3 |
| 1st row | No |
|---|---|
| 2nd row | No |
| 3rd row | No |
| 4th row | No |
| 5th row | No |
| Count | 26148 |
|---|---|
| Lowercase Letter | 13168 |
| Space Separator | 0 |
| Uppercase Letter | 12980 |
| Dash Punctuation | 0 |
| Decimal Number | 0 |
categorical
| Approximate Distinct Count | 2 |
|---|---|
| Approximate Unique (%) | 0.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 872430 |
| Mean | 2.2134 |
|---|---|
| Standard Deviation | 0.4097 |
| Median | 2 |
| Minimum | 2 |
| Maximum | 3 |
| 1st row | No |
|---|---|
| 2nd row | Yes |
| 3rd row | No |
| 4th row | Yes |
| 5th row | Yes |
| Count | 28730 |
|---|---|
| Lowercase Letter | 15750 |
| Space Separator | 0 |
| Uppercase Letter | 12980 |
| Dash Punctuation | 0 |
| Decimal Number | 0 |
categorical
| Approximate Distinct Count | 2 |
|---|---|
| Approximate Unique (%) | 0.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 870429 |
| Mean | 2.0592 |
|---|---|
| Standard Deviation | 0.2361 |
| Median | 2 |
| Minimum | 2 |
| Maximum | 3 |
| 1st row | No |
|---|---|
| 2nd row | No |
| 3rd row | No |
| 4th row | No |
| 5th row | No |
| Count | 26729 |
|---|---|
| Lowercase Letter | 13749 |
| Space Separator | 0 |
| Uppercase Letter | 12980 |
| Dash Punctuation | 0 |
| Decimal Number | 0 |
categorical
| Approximate Distinct Count | 2 |
|---|---|
| Approximate Unique (%) | 0.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 870531 |
| Mean | 2.0671 |
|---|---|
| Standard Deviation | 0.2502 |
| Median | 2 |
| Minimum | 2 |
| Maximum | 3 |
| 1st row | No |
|---|---|
| 2nd row | No |
| 3rd row | No |
| 4th row | No |
| 5th row | No |
| Count | 26831 |
|---|---|
| Lowercase Letter | 13851 |
| Space Separator | 0 |
| Uppercase Letter | 12980 |
| Dash Punctuation | 0 |
| Decimal Number | 0 |
numerical
| Approximate Distinct Count | 668 |
|---|---|
| Approximate Unique (%) | 5.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 207680 |
| Mean | 71.6173 |
| Minimum | 18.1 |
| Maximum | 90 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 18.1 |
|---|---|
| 5-th Percentile | 45.3 |
| Q1 | 63.4 |
| Median | 74.5 |
| Q3 | 82.9 |
| 95-th Percentile | 88.3 |
| Maximum | 90 |
| Range | 71.9 |
| IQR | 19.5 |
| Mean | 71.6173 |
|---|---|
| Standard Deviation | 13.8549 |
| Variance | 191.9577 |
| Sum | 929592.3 |
| Skewness | -0.9911 |
| Kurtosis | 0.7737 |
| Coefficient of Variation | 0.1935 |
numerical
| Approximate Distinct Count | 3382 |
|---|---|
| Approximate Unique (%) | 26.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 207680 |
| Mean | 30.3375 |
| Minimum | 14 |
| Maximum | 54.47 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 14 |
|---|---|
| 5-th Percentile | 19.0395 |
| Q1 | 24.16 |
| Median | 28.81 |
| Q3 | 35.1225 |
| 95-th Percentile | 47.4605 |
| Maximum | 54.47 |
| Range | 40.47 |
| IQR | 10.9625 |
| Mean | 30.3375 |
|---|---|
| Standard Deviation | 8.4656 |
| Variance | 71.667 |
| Sum | 393780.6648 |
| Skewness | 0.7924 |
| Kurtosis | 0.2866 |
| Coefficient of Variation | 0.279 |
numerical
| Approximate Distinct Count | 325 |
|---|---|
| Approximate Unique (%) | 2.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 207680 |
| Mean | 190.9861 |
| Minimum | 42 |
| Maximum | 392 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 42 |
|---|---|
| 5-th Percentile | 112 |
| Q1 | 149 |
| Median | 182 |
| Q3 | 225 |
| 95-th Percentile | 301 |
| Maximum | 392 |
| Range | 350 |
| IQR | 76 |
| Mean | 190.9861 |
|---|---|
| Standard Deviation | 58.1041 |
| Variance | 3376.0889 |
| Sum | 2.479e+06 |
| Skewness | 0.7809 |
| Kurtosis | 0.5289 |
| Coefficient of Variation | 0.3042 |
numerical
| Approximate Distinct Count | 34 |
|---|---|
| Approximate Unique (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 207680 |
| Mean | 66.3621 |
| Minimum | 40 |
| Maximum | 76 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 40 |
|---|---|
| 5-th Percentile | 60 |
| Q1 | 63 |
| Median | 66 |
| Q3 | 70 |
| 95-th Percentile | 73 |
| Maximum | 76 |
| Range | 36 |
| IQR | 7 |
| Mean | 66.3621 |
|---|---|
| Standard Deviation | 4.3018 |
| Variance | 18.5058 |
| Sum | 861380 |
| Skewness | -0.09699 |
| Kurtosis | -0.08913 |
| Coefficient of Variation | 0.06482 |
numerical
| Approximate Distinct Count | 96 |
|---|---|
| Approximate Unique (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 207680 |
| Mean | 78.6753 |
| Minimum | 48 |
| Maximum | 145 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 48 |
|---|---|
| 5-th Percentile | 58 |
| Q1 | 68 |
| Median | 77 |
| Q3 | 88 |
| 95-th Percentile | 106 |
| Maximum | 145 |
| Range | 97 |
| IQR | 20 |
| Mean | 78.6753 |
|---|---|
| Standard Deviation | 14.869 |
| Variance | 221.0884 |
| Sum | 1.0212e+06 |
| Skewness | 0.6643 |
| Kurtosis | 0.5316 |
| Coefficient of Variation | 0.189 |
categorical
| Approximate Distinct Count | 6 |
|---|---|
| Approximate Unique (%) | 0.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 869786 |
| Mean | 2.0097 |
|---|---|
| Standard Deviation | 0.09805 |
| Median | 2 |
| Minimum | 2 |
| Maximum | 3 |
| 1st row | 99 |
|---|---|
| 2nd row | 98 |
| 3rd row | 98 |
| 4th row | 99 |
| 5th row | 98 |
| Count | 0 |
|---|---|
| Lowercase Letter | 0 |
| Space Separator | 0 |
| Uppercase Letter | 0 |
| Dash Punctuation | 0 |
| Decimal Number | 26086 |
numerical
| Approximate Distinct Count | 11 |
|---|---|
| Approximate Unique (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 207680 |
| Mean | 1.9499 |
| Minimum | 0 |
| Maximum | 10 |
| Zeros | 6282 |
| Zeros (%) | 48.4% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 0 |
|---|---|
| 5-th Percentile | 0 |
| Q1 | 0 |
| Median | 1 |
| Q3 | 3 |
| 95-th Percentile | 8 |
| Maximum | 10 |
| Range | 10 |
| IQR | 3 |
| Mean | 1.9499 |
|---|---|
| Standard Deviation | 2.5708 |
| Variance | 6.6089 |
| Sum | 25310 |
| Skewness | 1.2564 |
| Kurtosis | 0.5488 |
| Coefficient of Variation | 1.3184 |
numerical
| Approximate Distinct Count | 14 |
|---|---|
| Approximate Unique (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 207680 |
| Mean | 1.6991 |
| Minimum | 0 |
| Maximum | 13 |
| Zeros | 5035 |
| Zeros (%) | 38.8% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 0 |
|---|---|
| 5-th Percentile | 0 |
| Q1 | 0 |
| Median | 1 |
| Q3 | 2 |
| 95-th Percentile | 6 |
| Maximum | 13 |
| Range | 13 |
| IQR | 2 |
| Mean | 1.6991 |
|---|---|
| Standard Deviation | 2.2136 |
| Variance | 4.9001 |
| Sum | 22054 |
| Skewness | 1.9494 |
| Kurtosis | 4.4677 |
| Coefficient of Variation | 1.3028 |
categorical
| Approximate Distinct Count | 3 |
|---|---|
| Approximate Unique (%) | 0.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 856680 |
| Mean | 1 |
|---|---|
| Standard Deviation | 0 |
| Median | 1 |
| Minimum | 1 |
| Maximum | 1 |
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
| Count | 0 |
|---|---|
| Lowercase Letter | 0 |
| Space Separator | 0 |
| Uppercase Letter | 0 |
| Dash Punctuation | 0 |
| Decimal Number | 12980 |
numerical
| Approximate Distinct Count | 27 |
|---|---|
| Approximate Unique (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 207680 |
| Mean | 6.6124 |
| Minimum | 1 |
| Maximum | 27 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 1 |
|---|---|
| 5-th Percentile | 1 |
| Q1 | 3 |
| Median | 6 |
| Q3 | 9 |
| 95-th Percentile | 17 |
| Maximum | 27 |
| Range | 26 |
| IQR | 6 |
| Mean | 6.6124 |
|---|---|
| Standard Deviation | 4.8518 |
| Variance | 23.5399 |
| Sum | 85829 |
| Skewness | 1.3241 |
| Kurtosis | 1.908 |
| Coefficient of Variation | 0.7337 |
numerical
| Approximate Distinct Count | 356 |
|---|---|
| Approximate Unique (%) | 2.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 207680 |
| Mean | 144.6345 |
| Minimum | 58 |
| Maximum | 423 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 58 |
|---|---|
| 5-th Percentile | 82 |
| Q1 | 96 |
| Median | 127 |
| Q3 | 172 |
| 95-th Percentile | 281 |
| Maximum | 423 |
| Range | 365 |
| IQR | 76 |
| Mean | 144.6345 |
|---|---|
| Standard Deviation | 63.8327 |
| Variance | 4074.6175 |
| Sum | 1.8774e+06 |
| Skewness | 1.5144 |
| Kurtosis | 2.3194 |
| Coefficient of Variation | 0.4413 |
categorical
| Approximate Distinct Count | 2 |
|---|---|
| Approximate Unique (%) | 0.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 987616 |
| Mean | 11.0875 |
|---|---|
| Standard Deviation | 1.9982 |
| Median | 13 |
| Minimum | 9 |
| Maximum | 13 |
| 1st row | Pneumonia |
|---|---|
| 2nd row | Pneumonia |
| 3rd row | Pneumonia |
| 4th row | Pneumonia |
| 5th row | Heart_Failure |
| Count | 137142 |
|---|---|
| Lowercase Letter | 117388 |
| Space Separator | 0 |
| Uppercase Letter | 19754 |
| Dash Punctuation | 0 |
| Decimal Number | 0 |
categorical
| Approximate Distinct Count | 6 |
|---|---|
| Approximate Unique (%) | 0.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 1044254 |
| Mean | 15.451 |
|---|---|
| Standard Deviation | 5.6747 |
| Median | 18 |
| Minimum | 7 |
| Maximum | 24 |
| 1st row | Expired |
|---|---|
| 2nd row | Telehealth |
| 3rd row | Skilled Nursing Fa... |
| 4th row | Telehealth |
| 5th row | Telehealth |
| Count | 183782 |
|---|---|
| Lowercase Letter | 158024 |
| Space Separator | 16772 |
| Uppercase Letter | 25758 |
| Dash Punctuation | 0 |
| Decimal Number | 0 |
numerical
| Approximate Distinct Count | 12485 |
|---|---|
| Approximate Unique (%) | 96.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 207680 |
| Mean | 7268.5442 |
| Minimum | 9.4 |
| Maximum | 117843.12 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 9.4 |
|---|---|
| 5-th Percentile | 2199.094 |
| Q1 | 3722.6475 |
| Median | 5579.405 |
| Q3 | 8616.0425 |
| 95-th Percentile | 17905.5795 |
| Maximum | 117843.12 |
| Range | 117833.72 |
| IQR | 4893.395 |
| Mean | 7268.5442 |
|---|---|
| Standard Deviation | 6172.1291 |
| Variance | 3.8095e+07 |
| Sum | 9.4346e+07 |
| Skewness | 4.0754 |
| Kurtosis | 31.4452 |
| Coefficient of Variation | 0.8492 |
categorical
| Approximate Distinct Count | 2 |
|---|---|
| Approximate Unique (%) | 0.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 856680 |
| Mean | 1 |
|---|---|
| Standard Deviation | 0 |
| Median | 1 |
| Minimum | 1 |
| Maximum | 1 |
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 1 |
| 4th row | 0 |
| 5th row | 0 |
| Count | 0 |
|---|---|
| Lowercase Letter | 0 |
| Space Separator | 0 |
| Uppercase Letter | 0 |
| Dash Punctuation | 0 |
| Decimal Number | 12980 |